bottle_orm/

query_builder.rs

//! # Query Builder Module
//!
//! This module provides a fluent interface for constructing and executing SQL queries.
//! It handles SELECT, INSERT, filtering (WHERE), pagination (LIMIT/OFFSET), and ordering operations
//! with type-safe parameter binding across different database drivers.
//!
//! ## Features
//!
//! - **Fluent API**: Chainable methods for building complex queries
//! - **Type-Safe Binding**: Automatic parameter binding with support for multiple types
//! - **Multi-Driver Support**: Works with PostgreSQL, MySQL, and SQLite
//! - **UUID Support**: Full support for UUID versions 1-7
//! - **Pagination**: Built-in LIMIT/OFFSET support with helper methods
//! - **Custom Filters**: Support for manual SQL construction with closures
//!
//! ## Example Usage
//!
//! ```rust,ignore
//! use bottle_orm::{Database, Model};
//! 
//!
//! // Simple query
//! let users: Vec<User> = db.model::<User>()
//!     .filter("age", ">=", 18)
//!     .order("created_at DESC")
//!     .limit(10)
//!     .scan()
//!     .await?;
//!
//! // Query with UUID filter
//! let user_id = Uuid::new_v4();
//! let user: User = db.model::<User>()
//!     .filter("id", "=", user_id)
//!     .first()
//!     .await?;
//!
//! // Insert a new record
//! let new_user = User {
//!     id: Uuid::new_v7(uuid::Timestamp::now(uuid::NoContext)),
//!     username: "john_doe".to_string(),
//!     age: 25,
//! };
//! db.model::<User>().insert(&new_user).await?;
//! ```

// ============================================================================
// External Crate Imports
// ============================================================================

use futures::future::BoxFuture;
use heck::ToSnakeCase;
use sqlx::{Any, Arguments, Decode, Encode, Type, any::AnyArguments};
use std::marker::PhantomData;


// ============================================================================
// Internal Crate Imports
// ============================================================================

use crate::{
    AnyImpl, Error,
    any_struct::FromAnyRow,
    database::{Connection, Drivers},
    model::{ColumnInfo, Model},
    temporal::{self, is_temporal_type},
    value_binding::ValueBinder,
};

// ============================================================================
// Type Aliases
// ============================================================================

/// A type alias for filter closures that support manual SQL construction and argument binding.
///
/// Filter functions receive the following parameters:
/// 1. `&mut String` - The SQL query buffer being built
/// 2. `&mut AnyArguments` - The argument container for binding values
/// 3. `&Drivers` - The current database driver (determines placeholder syntax)
/// 4. `&mut usize` - The argument counter (for PostgreSQL `$n` placeholders)
///
/// ## Example
///
/// ```rust,ignore
/// let custom_filter: FilterFn = Box::new(|query, args, driver, counter| {
///     query.push_str(" AND age > ");
///     match driver {
///         Drivers::Postgres => {
///             query.push_str(&format!("${}", counter));
///             *counter += 1;
///         }
///         _ => query.push('?'),
///     }
///     args.add(18);
/// });
/// });\n/// ```
pub type FilterFn = Box<dyn Fn(&mut String, &mut AnyArguments<'_>, &Drivers, &mut usize) + Send + Sync>;

// ============================================================================
// Comparison Operators Enum
// ============================================================================

/// Type-safe comparison operators for filter conditions.
///
/// Use these instead of string operators for autocomplete support and type safety.
///
/// # Example
///
/// ```rust,ignore
/// use bottle_orm::Op;
///
/// db.model::<User>()
///     .filter(user_fields::AGE, Op::Gte, 18)
///     .filter(user_fields::NAME, Op::Like, "%John%")
///     .scan()
///     .await?;
/// ```
#[derive(Debug, Clone, Copy, PartialEq, Eq)]
pub enum Op {
    /// Equal: `=`
    Eq,
    /// Not Equal: `!=` or `<>`
    Ne,
    /// Greater Than: `>`
    Gt,
    /// Greater Than or Equal: `>=`
    Gte,
    /// Less Than: `<`
    Lt,
    /// Less Than or Equal: `<=`
    Lte,
    /// SQL LIKE pattern matching
    Like,
    /// SQL NOT LIKE pattern matching
    NotLike,
    /// SQL IN (for arrays/lists)
    In,
    /// SQL NOT IN
    NotIn,
    /// SQL BETWEEN
    Between,
    /// SQL NOT BETWEEN
    NotBetween,
}

impl Op {
    /// Converts the operator to its SQL string representation.
    pub fn as_sql(&self) -> &'static str {
        match self {
            Op::Eq => "=",
            Op::Ne => "!=",
            Op::Gt => ">",
            Op::Gte => ">=",
            Op::Lt => "<",
            Op::Lte => "<=",
            Op::Like => "LIKE",
            Op::NotLike => "NOT LIKE",
            Op::In => "IN",
            Op::NotIn => "NOT IN",
            Op::Between => "BETWEEN",
            Op::NotBetween => "NOT BETWEEN",
        }
    }
}

// ============================================================================
// QueryBuilder Struct
// ============================================================================

/// A fluent Query Builder for constructing SQL queries.
///
/// `QueryBuilder` provides a type-safe, ergonomic interface for building and executing
/// SQL queries across different database backends. It supports filtering, ordering,
/// pagination, and both SELECT and INSERT operations.
///
/// ## Type Parameter
///
/// * `'a` - Lifetime of the database reference (used for PhantomData)
/// * `T` - The Model type this query operates on
/// * `E` - The connection type (Database or Transaction)
///
/// ## Fields
///
/// * `db` - Reference to the database connection pool or transaction
/// * `table_name` - Static string containing the table name
/// * `columns_info` - Metadata about each column in the table
/// * `columns` - List of column names in snake_case format
/// * `select_columns` - Specific columns to select (empty = SELECT *)
/// * `where_clauses` - List of filter functions to apply
/// * `order_clauses` - List of ORDER BY clauses
/// * `limit` - Maximum number of rows to return
/// * `offset` - Number of rows to skip (for pagination)
/// * `_marker` - PhantomData to bind the generic type T
pub struct QueryBuilder<T, E> {
    /// Reference to the database connection pool
    pub(crate) tx: E,

    /// Database driver type
    pub(crate) driver: Drivers,

    /// Name of the database table (in original case)
    pub(crate) table_name: &'static str,

    pub(crate) alias: Option<String>,

    /// Metadata information about each column
    pub(crate) columns_info: Vec<ColumnInfo>,

    /// List of column names (in snake_case)
    pub(crate) columns: Vec<String>,

    /// Specific columns to select (empty means SELECT *)
    pub(crate) select_columns: Vec<String>,

    /// Collection of WHERE clause filter functions
    pub(crate) where_clauses: Vec<FilterFn>,

    /// Collection of ORDER BY clauses
    pub(crate) order_clauses: Vec<String>,

    /// Collection of JOIN clause to filter entry tables
    pub(crate) joins_clauses: Vec<FilterFn>,

    /// Map of table names to their aliases used in JOINS
    pub(crate) join_aliases: std::collections::HashMap<String, String>,

    /// Maximum number of rows to return (LIMIT)
    pub(crate) limit: Option<usize>,

    /// Number of rows to skip (OFFSET)
    pub(crate) offset: Option<usize>,

    /// Activate debug mode in query
    pub(crate) debug_mode: bool,

    /// Clauses for GROUP BY
    pub(crate) group_by_clauses: Vec<String>,

    /// Clauses for HAVING
    pub(crate) having_clauses: Vec<FilterFn>,

    /// Distinct flag
    pub(crate) is_distinct: bool,

    /// Columns to omit from the query results (inverse of select_columns)
    pub(crate) omit_columns: Vec<String>,

    /// Whether to include soft-deleted records in query results
    pub(crate) with_deleted: bool,

    /// UNION and UNION ALL clauses
    pub(crate) union_clauses: Vec<(String, FilterFn)>,

    /// PhantomData to bind the generic type T
    pub(crate) _marker: PhantomData<T>,
}

// ============================================================================
// QueryBuilder Implementation
// ============================================================================

impl<T, E> QueryBuilder<T, E>
where
    T: Model + Send + Sync + Unpin + AnyImpl,
    E: Connection,
{
    // ========================================================================
    // Constructor
    // ========================================================================

    /// Creates a new QueryBuilder instance.
    ///
    /// This constructor is typically called internally via `db.model::<T>()`.
    /// You rarely need to call this directly.
    ///
    /// # Arguments
    ///
    /// * `db` - Reference to the database connection
    /// * `table_name` - Name of the table to query
    /// * `columns_info` - Metadata about table columns
    /// * `columns` - List of column names
    ///
    /// # Returns
    ///
    /// A new `QueryBuilder` instance ready for query construction
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Usually called via db.model::<User>()
    /// let query = db.model::<User>();
    /// ```
    pub fn new(
        tx: E,
        driver: Drivers,
        table_name: &'static str,
        columns_info: Vec<ColumnInfo>,
        columns: Vec<String>,
    ) -> Self {
        // Pre-populate omit_columns with globally omitted columns (from #[orm(omit)] attribute)
        let omit_columns: Vec<String> =
            columns_info.iter().filter(|c| c.omit).map(|c| c.name.to_snake_case()).collect();

        Self {
            tx,
            alias: None,
            driver,
            table_name,
            columns_info,
            columns,
            debug_mode: false,
            select_columns: Vec::new(),
            where_clauses: Vec::new(),
            order_clauses: Vec::new(),
            joins_clauses: Vec::new(),
            join_aliases: std::collections::HashMap::new(),
            group_by_clauses: Vec::new(),
            having_clauses: Vec::new(),
            is_distinct: false,
            omit_columns,
            limit: None,
            offset: None,
            with_deleted: false,
            union_clauses: Vec::new(),
            _marker: PhantomData,
        }
    }

    /// Returns the table name or alias if set.
    pub(crate) fn get_table_identifier(&self) -> String {
        self.alias.clone().unwrap_or_else(|| self.table_name.to_snake_case())
    }

    // ========================================================================
    // Query Building Methods
    // ========================================================================

    /// Internal helper to add a WHERE clause with a specific join operator.
    fn filter_internal<V>(mut self, joiner: &str, col: &'static str, op: Op, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        let op_str = op.as_sql();
        let table_id = self.get_table_identifier();
        // Check if the column exists in the main table to avoid ambiguous references in JOINS
        let is_main_col = self.columns.contains(&col.to_snake_case());
        let joiner_owned = joiner.to_string();
        let clause: FilterFn = Box::new(move |query, args, driver, arg_counter| {
            query.push_str(&joiner_owned);
            if let Some((table, column)) = col.split_once(".") {
                // If explicit table prefix is provided, use it
                query.push_str(&format!("\"{}\".\"{}\"", table, column));
            } else if is_main_col {
                // If it's a known column of the main table, apply the table name/alias prefix
                query.push_str(&format!("\"{}\".\"{}\"", table_id, col));
            } else {
                // Otherwise leave it unqualified so the DB can resolve it (or fail if ambiguous)
                query.push_str(&format!("\"{}\"", col));
            }
            query.push(' ');
            query.push_str(op_str);
            query.push(' ');

            // Handle different placeholder syntaxes based on database driver
            match driver {
                // PostgreSQL uses numbered placeholders: $1, $2, $3, ...
                Drivers::Postgres => {
                    query.push_str(&format!("${}", arg_counter));
                    *arg_counter += 1;
                }
                // MySQL and SQLite use question mark placeholders: ?
                _ => query.push('?'),
            }

            // Bind the value to the query
            let _ = args.add(value.clone());
        });

        self.where_clauses.push(clause);
        self
    }

    /// Adds a WHERE IN (SUBQUERY) clause to the query.
    ///
    /// This allows for filtering a column based on the results of another query.
    ///
    /// # Example
    /// ```rust,ignore
    /// let subquery = db.model::<Post>().select("user_id").filter("views", ">", 1000);
    /// db.model::<User>().filter_subquery("id", Op::In, subquery).scan().await?;
    /// ```
    pub fn filter_subquery<S, SE>(mut self, col: &'static str, op: Op, mut subquery: QueryBuilder<S, SE>) -> Self
    where
        S: Model + Send + Sync + Unpin + AnyImpl + 'static,
        SE: Connection + 'static,
    {
        subquery.apply_soft_delete_filter();
        let table_id = self.get_table_identifier();
        let is_main_col = self.columns.contains(&col.to_snake_case());
        let op_str = op.as_sql();

        let clause: FilterFn = Box::new(move |query, args, _driver, arg_counter| {
            query.push_str(" AND ");
            if let Some((table, column)) = col.split_once(".") {
                query.push_str(&format!("\"{}\".\"{}\"", table, column));
            } else if is_main_col {
                query.push_str(&format!("\"{}\".\"{}\"", table_id, col));
            } else {
                query.push_str(&format!("\"{}\"", col));
            }
            query.push_str(&format!(" {} (", op_str));

            subquery.write_select_sql::<S>(query, args, arg_counter);
            query.push_str(")");
        });

        self.where_clauses.push(clause);
        self
    }

    /// Truncates the table associated with this Model.
    ///
    /// Uses TRUNCATE TABLE for Postgres/MySQL and DELETE FROM for SQLite.
    ///
    /// # Returns
    /// * `Ok(())` on success
    /// * `Err(sqlx::Error)` on database failure
    pub async fn truncate(self) -> Result<(), sqlx::Error> {
        let table_name = self.table_name.to_snake_case();
        let query = match self.driver {
            Drivers::Postgres | Drivers::MySQL => format!("TRUNCATE TABLE \"{}\"", table_name),
            Drivers::SQLite => format!("DELETE FROM \"{}\"", table_name),
        };

        if self.debug_mode {
            log::debug!("SQL: {}", query);
        }

        self.tx.execute(&query, AnyArguments::default()).await?;
        
        // For SQLite, reset auto-increment if exists
        if matches!(self.driver, Drivers::SQLite) {
            let _ = self.tx.execute(&format!("DELETE FROM sqlite_sequence WHERE name='{}'", table_name), AnyArguments::default()).await;
        }

        Ok(())
    }

    /// Combines the results of this query with another query using UNION.
    pub fn union(self, other: QueryBuilder<T, E>) -> Self where T: AnyImpl + 'static, E: 'static {
        self.union_internal("UNION", other)
    }

    /// Combines the results of this query with another query using UNION ALL.
    pub fn union_all(self, other: QueryBuilder<T, E>) -> Self where T: AnyImpl + 'static, E: 'static {
        self.union_internal("UNION ALL", other)
    }

    fn union_internal(mut self, op: &str, mut other: QueryBuilder<T, E>) -> Self where T: AnyImpl + 'static, E: 'static {
        other.apply_soft_delete_filter();
        let op_owned = op.to_string();
        
        self.union_clauses.push((op_owned.clone(), Box::new(move |query: &mut String, args: &mut AnyArguments<'_>, _driver: &Drivers, arg_counter: &mut usize| {
            query.push_str(" ");
            query.push_str(&op_owned);
            query.push_str(" ");
            other.write_select_sql::<T>(query, args, arg_counter);
        })));
        self
    }

    /// Internal helper to write the SELECT SQL to a string buffer.
    pub(crate) fn write_select_sql<R: AnyImpl>(
        &self,
        query: &mut String,
        args: &mut AnyArguments,
        arg_counter: &mut usize,
    ) {
        query.push_str("SELECT ");

        if self.is_distinct {
            query.push_str("DISTINCT ");
        }

        query.push_str(&self.select_args_sql::<R>().join(", "));

        // Build FROM clause
        query.push_str(" FROM \"");
        query.push_str(&self.table_name.to_snake_case());
        query.push_str("\" ");
        if let Some(alias) = &self.alias {
            query.push_str(&format!("{} ", alias));
        }

        if !self.joins_clauses.is_empty() {
            for join_clause in &self.joins_clauses {
                query.push(' ');
                join_clause(query, args, &self.driver, arg_counter);
            }
        }

        query.push_str(" WHERE 1=1");

        // Apply WHERE clauses
        for clause in &self.where_clauses {
            clause(query, args, &self.driver, arg_counter);
        }

        // Apply GROUP BY
        if !self.group_by_clauses.is_empty() {
            query.push_str(&format!(" GROUP BY {}", self.group_by_clauses.join(", ")));
        }

        // Apply HAVING
        if !self.having_clauses.is_empty() {
            query.push_str(" HAVING 1=1");
            for clause in &self.having_clauses {
                clause(query, args, &self.driver, arg_counter);
            }
        }

        // Apply ORDER BY clauses
        if !self.order_clauses.is_empty() {
            query.push_str(&format!(" ORDER BY {}", self.order_clauses.join(", ")));
        }

        // Apply LIMIT clause
        if let Some(limit) = self.limit {
            query.push_str(" LIMIT ");
            match self.driver {
                Drivers::Postgres => {
                    query.push_str(&format!("${}", arg_counter));
                    *arg_counter += 1;
                }
                _ => query.push('?'),
            }
            let _ = args.add(limit as i64);
        }

        // Apply OFFSET clause
        if let Some(offset) = self.offset {
            query.push_str(" OFFSET ");
            match self.driver {
                Drivers::Postgres => {
                    query.push_str(&format!("${}", arg_counter));
                    *arg_counter += 1;
                }
                _ => query.push('?'),
            }
            let _ = args.add(offset as i64);
        }

        // Apply UNION clauses
        for (_op, clause) in &self.union_clauses {
            clause(query, args, &self.driver, arg_counter);
        }
    }

    /// Adds a WHERE clause to the query.
    ///
    /// This method adds a filter condition to the query. Multiple filters can be chained
    /// and will be combined with AND operators. The value is bound as a parameter to
    /// prevent SQL injection.
    ///
    /// # Type Parameters
    ///
    /// * `V` - The type of the value to filter by. Must be encodable for SQL queries.
    ///
    /// # Arguments
    ///
    /// * `col` - The column name to filter on
    /// * `op` - The comparison operator (e.g., "=", ">", "LIKE", "IN")
    /// * `value` - The value to compare against
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// query.filter("age", Op::Gte, 18)
    /// ```
    pub fn filter<V>(self, col: &'static str, op: Op, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        self.filter_internal(" AND ", col, op, value)
    }

    /// Adds an OR WHERE clause to the query.
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// query.filter("age", Op::Lt, 18).or_filter("active", Op::Eq, false)
    /// ```
    pub fn or_filter<V>(self, col: &'static str, op: Op, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        self.filter_internal(" OR ", col, op, value)
    }

    /// Adds an AND NOT WHERE clause to the query.
    pub fn not_filter<V>(self, col: &'static str, op: Op, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        self.filter_internal(" AND NOT ", col, op, value)
    }

    /// Adds an OR NOT WHERE clause to the query.
    pub fn or_not_filter<V>(self, col: &'static str, op: Op, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        self.filter_internal(" OR NOT ", col, op, value)
    }

    /// Adds a BETWEEN clause to the query.
    ///
    /// # Arguments
    ///
    /// * `col` - The column name
    /// * `start` - The start value of the range
    /// * `end` - The end value of the range
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// query.between("age", 18, 30)
    /// // SQL: AND "age" BETWEEN 18 AND 30
    /// ```
    pub fn between<V>(mut self, col: &'static str, start: V, end: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        let table_id = self.get_table_identifier();
        let is_main_col = self.columns.contains(&col.to_snake_case());
        let clause: FilterFn = Box::new(move |query, args, driver, arg_counter| {
            query.push_str(" AND ");
            if let Some((table, column)) = col.split_once(".") {
                query.push_str(&format!("\"{}\".\"{}\"", table, column));
            } else if is_main_col {
                query.push_str(&format!("\"{}\".\"{}\"", table_id, col));
            } else {
                query.push_str(&format!("\"{}\"", col));
            }
            query.push_str(" BETWEEN ");

            match driver {
                Drivers::Postgres => {
                    query.push_str(&format!("${} AND ${}", arg_counter, *arg_counter + 1));
                    *arg_counter += 2;
                }
                _ => query.push_str("? AND ?"),
            }

            let _ = args.add(start.clone());
            let _ = args.add(end.clone());
        });
        self.where_clauses.push(clause);
        self
    }

    /// Adds an OR BETWEEN clause to the query.
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// query.between("age", 18, 30).or_between("salary", 5000, 10000)
    /// ```
    pub fn or_between<V>(mut self, col: &'static str, start: V, end: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        let table_id = self.get_table_identifier();
        let is_main_col = self.columns.contains(&col.to_snake_case());
        let clause: FilterFn = Box::new(move |query, args, driver, arg_counter| {
            query.push_str(" OR ");
            if let Some((table, column)) = col.split_once(".") {
                query.push_str(&format!("\"{}\".\"{}\"", table, column));
            } else if is_main_col {
                query.push_str(&format!("\"{}\".\"{}\"", table_id, col));
            } else {
                query.push_str(&format!("\"{}\"", col));
            }
            query.push_str(" BETWEEN ");

            match driver {
                Drivers::Postgres => {
                    query.push_str(&format!("${} AND ${}", arg_counter, *arg_counter + 1));
                    *arg_counter += 2;
                }
                _ => query.push_str("? AND ?"),
            }

            let _ = args.add(start.clone());
            let _ = args.add(end.clone());
        });
        self.where_clauses.push(clause);
        self
    }

    /// Adds an IN list clause to the query.
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// query.in_list("status", vec!["active", "pending"])
    /// // SQL: AND "status" IN ('active', 'pending')
    /// ```
    pub fn in_list<V>(mut self, col: &'static str, values: Vec<V>) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        if values.is_empty() {
            // WHERE 1=0 to ensure empty result
            let clause: FilterFn = Box::new(|query, _, _, _| {
                query.push_str(" AND 1=0");
            });
            self.where_clauses.push(clause);
            return self;
        }

        let table_id = self.get_table_identifier();
        let is_main_col = self.columns.contains(&col.to_snake_case());
        let clause: FilterFn = Box::new(move |query, args, driver, arg_counter| {
            query.push_str(" AND ");
            if let Some((table, column)) = col.split_once(".") {
                query.push_str(&format!("\"{}\".\"{}\"", table, column));
            } else if is_main_col {
                query.push_str(&format!("\"{}\".\"{}\"", table_id, col));
            } else {
                query.push_str(&format!("\"{}\"", col));
            }
            query.push_str(" IN (");

            let mut placeholders = Vec::new();
            for _ in &values {
                match driver {
                    Drivers::Postgres => {
                        placeholders.push(format!("${}", arg_counter));
                        *arg_counter += 1;
                    }
                    _ => placeholders.push("?".to_string()),
                }
            }
            query.push_str(&placeholders.join(", "));
            query.push(')');

            for val in &values {
                let _ = args.add(val.clone());
            }
        });
        self.where_clauses.push(clause);
        self
    }

    /// Adds an OR IN list clause to the query.
    pub fn or_in_list<V>(mut self, col: &'static str, values: Vec<V>) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        if values.is_empty() {
            return self;
        }

        let table_id = self.get_table_identifier();
        let is_main_col = self.columns.contains(&col.to_snake_case());
        let clause: FilterFn = Box::new(move |query, args, driver, arg_counter| {
            query.push_str(" OR ");
            if let Some((table, column)) = col.split_once(".") {
                query.push_str(&format!("\"{}\".\"{}\"", table, column));
            } else if is_main_col {
                query.push_str(&format!("\"{}\".\"{}\"", table_id, col));
            } else {
                query.push_str(&format!("\"{}\"", col));
            }
            query.push_str(" IN (");

            let mut placeholders = Vec::new();
            for _ in &values {
                match driver {
                    Drivers::Postgres => {
                        placeholders.push(format!("${}", arg_counter));
                        *arg_counter += 1;
                    }
                    _ => placeholders.push("?".to_string()),
                }
            }
            query.push_str(&placeholders.join(", "));
            query.push(')');

            for val in &values {
                let _ = args.add(val.clone());
            }
        });
        self.where_clauses.push(clause);
        self
    }

    /// Groups filters inside parentheses with an AND operator.
    pub fn group<F>(mut self, f: F) -> Self
    where
        F: FnOnce(Self) -> Self,
    {
        let old_clauses = std::mem::take(&mut self.where_clauses);
        self = f(self);
        let group_clauses = std::mem::take(&mut self.where_clauses);
        self.where_clauses = old_clauses;

        if !group_clauses.is_empty() {
            let clause: FilterFn = Box::new(move |query, args, driver, arg_counter| {
                query.push_str(" AND (1=1");
                for c in &group_clauses {
                    c(query, args, driver, arg_counter);
                }
                query.push_str(")");
            });
            self.where_clauses.push(clause);
        }
        self
    }

    /// Groups filters inside parentheses with an OR operator.
    pub fn or_group<F>(mut self, f: F) -> Self
    where
        F: FnOnce(Self) -> Self,
    {
        let old_clauses = std::mem::take(&mut self.where_clauses);
        self = f(self);
        let group_clauses = std::mem::take(&mut self.where_clauses);
        self.where_clauses = old_clauses;

        if !group_clauses.is_empty() {
            let clause: FilterFn = Box::new(move |query, args, driver, arg_counter| {
                query.push_str(" OR (1=1");
                for c in &group_clauses {
                    c(query, args, driver, arg_counter);
                }
                query.push_str(")");
            });
            self.where_clauses.push(clause);
        }
        self
    }

    /// Adds a raw WHERE clause with a placeholder and a single value.
    ///
    /// This allows writing raw SQL conditions with a `?` placeholder.
    /// To use multiple placeholders with different types, chain multiple `where_raw` calls.
    ///
    /// # Arguments
    ///
    /// * `sql` - Raw SQL string with one `?` placeholder (e.g., "age > ?")
    /// * `value` - Value to bind
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// db.model::<User>()
    ///     .where_raw("name = ?", "Alice".to_string())
    ///     .where_raw("age >= ?", 18)
    ///     .scan()
    ///     .await?;
    /// ```
    pub fn where_raw<V>(mut self, sql: &str, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        self.where_clauses.push(self.create_raw_clause(" AND ", sql, value));
        self
    }

    /// Adds a raw OR WHERE clause with a placeholder.
    pub fn or_where_raw<V>(mut self, sql: &str, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        self.where_clauses.push(self.create_raw_clause(" OR ", sql, value));
        self
    }

    /// Internal helper to create a raw SQL clause with a single value.
    fn create_raw_clause<V>(&self, joiner: &'static str, sql: &str, value: V) -> FilterFn
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        let sql_owned = sql.to_string();
        Box::new(move |query, args, driver, arg_counter| {
            query.push_str(joiner);
            
            let mut processed_sql = sql_owned.clone();
            if let Some(pos) = processed_sql.find('?') {
                let placeholder = match driver {
                    Drivers::Postgres => {
                        let p = format!("${}", arg_counter);
                        *arg_counter += 1;
                        p
                    }
                    _ => "?".to_string(),
                };
                processed_sql.replace_range(pos..pos + 1, &placeholder);
            }
            
            query.push_str(&processed_sql);
            let _ = args.add(value.clone());
        })
    }

    /// Adds an equality filter to the query.
    ///
    /// This is a convenience wrapper around `filter()` for simple equality checks.
    /// It is equivalent to calling `filter(col, "=", value)`.
    ///
    /// # Type Parameters
    ///
    /// * `V` - The type of the value to compare against.
    ///
    /// # Arguments
    ///
    /// * `col` - The column name to filter on.
    /// * `value` - The value to match.
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Equivalent to filter("age", Op::Eq, 18)
    /// query.equals("age", 18)
    /// ```
    pub fn equals<V>(self, col: &'static str, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        self.filter(col, Op::Eq, value)
    }

    /// Adds an ORDER BY clause to the query.
    ///
    /// Specifies the sort order for the query results. Multiple order clauses
    /// can be added and will be applied in the order they were added.
    ///
    /// # Arguments
    ///
    /// * `order` - The ORDER BY expression (e.g., "created_at DESC", "age ASC, name DESC")
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Single column ascending (ASC is default)
    /// query.order("age")
    ///
    /// // Single column descending
    /// query.order("created_at DESC")
    ///
    /// // Multiple columns
    /// query.order("age DESC, username ASC")
    ///
    /// // Chain multiple order clauses
    /// query
    ///     .order("priority DESC")
    ///     .order("created_at ASC")
    /// ```
    pub fn order(mut self, order: &str) -> Self {
        self.order_clauses.push(order.to_string());
        self
    }

    /// Defines a SQL alias for the primary table in the query.
    ///
    /// This method allows you to set a short alias for the model's underlying table.
    /// It is highly recommended when writing complex queries with multiple `JOIN` clauses,
    /// preventing the need to repeat the full table name in `.filter()`, `.equals()`, or `.select()`.
    ///
    /// # Arguments
    ///
    /// * `alias` - A string slice representing the alias to be used (e.g., "u", "rp").
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Using 'u' as an alias for the User table
    /// let results = db.model::<User>()
    ///     .alias("u")
    ///     .join("role_permissions rp", "rp.role_id = u.role")
    ///     .equals("u.id", user_id)
    ///     .select("u.username, rp.permission_id")
    ///     .scan_as::<UserPermissionDTO>()
    ///     .await?;
    /// ```
    pub fn alias(mut self, alias: &str) -> Self {
        self.alias = Some(alias.to_string());
        self
    }

    /// Placeholder for eager loading relationships (preload).
    ///
    /// This method is reserved for future implementation of relationship preloading.
    /// Currently, it returns `self` unchanged to maintain the fluent interface.
    ///
    /// # Future Implementation
    ///
    /// Will support eager loading of related models to avoid N+1 query problems:
    ///
    /// ```rust,ignore
    /// // Future usage example
    /// query.preload("posts").preload("comments")
    /// ```
    // pub fn preload(self) -> Self {
    //     // TODO: Implement relationship preloading
    //     self
    // }

    /// Activates debug mode for this query.
    ///
    /// When enabled, the generated SQL query will be logged using the `log` crate
    /// at the `DEBUG` level before execution.
    ///
    /// # Note
    ///
    /// To see the output, you must initialize a logger in your application (e.g., using `env_logger`)
    /// and configure it to display `debug` logs for `bottle_orm`.
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// db.model::<User>()
    ///     .filter("active", "=", true)
    ///     .debug() // Logs SQL: SELECT * FROM "user" WHERE "active" = $1
    ///     .scan()
    ///     .await?;
    /// ```
    pub fn debug(mut self) -> Self {
        self.debug_mode = true;
        self
    }

    /// Adds an IS NULL filter for the specified column.
    ///
    /// # Arguments
    ///
    /// * `col` - The column name to check for NULL
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// db.model::<User>()
    ///     .is_null("deleted_at")
    ///     .scan()
    ///     .await?;
    /// // SQL: SELECT * FROM "user" WHERE "deleted_at" IS NULL
    /// ```
    pub fn is_null(mut self, col: &str) -> Self {
        let col_owned = col.to_string();
        let table_id = self.get_table_identifier();
        let is_main_col = self.columns.contains(&col_owned.to_snake_case());
        let clause: FilterFn = Box::new(move |query, _args, _driver, _arg_counter| {
            query.push_str(" AND ");
            if let Some((table, column)) = col_owned.split_once(".") {
                query.push_str(&format!("\"{}\".\"{}\"", table, column));
            } else if is_main_col {
                query.push_str(&format!("\"{}\".\"{}\"", table_id, col_owned));
            } else {
                query.push_str(&format!("\"{}\"", col_owned));
            }
            query.push_str(" IS NULL");
        });
        self.where_clauses.push(clause);
        self
    }

    /// Adds an IS NOT NULL filter for the specified column.
    ///
    /// # Arguments
    ///
    /// * `col` - The column name to check for NOT NULL
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// db.model::<User>()
    ///     .is_not_null("email")
    ///     .scan()
    ///     .await?;
    /// // SQL: SELECT * FROM "user" WHERE "email" IS NOT NULL
    /// ```
    pub fn is_not_null(mut self, col: &str) -> Self {
        let col_owned = col.to_string();
        let table_id = self.get_table_identifier();
        let is_main_col = self.columns.contains(&col_owned.to_snake_case());
        let clause: FilterFn = Box::new(move |query, _args, _driver, _arg_counter| {
            query.push_str(" AND ");
            if let Some((table, column)) = col_owned.split_once(".") {
                query.push_str(&format!("\"{}\".\"{}\"", table, column));
            } else if is_main_col {
                query.push_str(&format!("\"{}\".\"{}\"", table_id, col_owned));
            } else {
                query.push_str(&format!("\"{}\"", col_owned));
            }
            query.push_str(" IS NOT NULL");
        });
        self.where_clauses.push(clause);
        self
    }

    /// Includes soft-deleted records in query results.
    ///
    /// By default, queries on models with a `#[orm(soft_delete)]` column exclude
    /// records where that column is not NULL. This method disables that filter.
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Get all users including deleted ones
    /// db.model::<User>()
    ///     .with_deleted()
    ///     .scan()
    ///     .await?;
    /// ```
    pub fn with_deleted(mut self) -> Self {
        self.with_deleted = true;
        self
    }

    /// Placeholder for JOIN operations.
    ///
    /// This method is reserved for future implementation of SQL JOINs.
    /// Currently, it returns `self` unchanged to maintain the fluent interface.
    ///
    /// # Future Implementation
    ///
    /// Will support various types of JOINs (INNER, LEFT, RIGHT, FULL):
    ///
    /// ```rust,ignore
    /// Adds a JOIN clause to the query.
    ///
    /// # Arguments
    ///
    /// * `table` - The name of the table to join.
    /// * `s_query` - The ON clause condition (e.g., "users.id = posts.user_id").
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// query.join("posts", "users.id = posts.user_id")
    /// ```
    pub fn join(self, table: &str, s_query: &str) -> Self {
        self.join_generic("", table, s_query)
    }

    /// Internal helper for specific join types
    fn join_generic(mut self, join_type: &str, table: &str, s_query: &str) -> Self {
        let table_owned = table.to_string();
        let join_type_owned = join_type.to_string();
        
        let trimmed_value = s_query.replace(" ", "");
        let values = trimmed_value.split_once("=");
        let mut parsed_query = s_query.to_string();
        
        if let Some((first, second)) = values {
            // Try to parse table.column = table.column
            if let Some((t1, c1)) = first.split_once('.') {
                if let Some((t2, c2)) = second.split_once('.') {
                    parsed_query = format!("\"{}\".\"{}\" = \"{}\".\"{}\"", t1, c1, t2, c2);
                }
            }
        }

        if let Some((table_name, alias)) = table.split_once(" ") {
            self.join_aliases.insert(table_name.to_snake_case(), alias.to_string());
        } else {
            self.join_aliases.insert(table.to_snake_case(), table.to_string());
        }

        self.joins_clauses.push(Box::new(move |query, _args, _driver, _arg_counter| {
            if let Some((table_name, alias)) = table_owned.split_once(" ") {
                query.push_str(&format!("{} JOIN \"{}\" {} ON {}", join_type_owned, table_name, alias, parsed_query));
            } else {
                query.push_str(&format!("{} JOIN \"{}\" ON {}", join_type_owned, table_owned, parsed_query));
            }
        }));
        self
    }

    /// Adds a raw JOIN clause with a placeholder and a bound value.
    ///
    /// This is useful for joining tables with conditions that involve external values.
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// db.model::<Permissions>()
    ///     .join_raw("role_permissions rp", "rp.role_id = ?", role_id)
    ///     .scan()
    ///     .await?;
    /// ```
    pub fn join_raw<V>(self, table: &str, on: &str, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        self.join_generic_raw("", table, on, value)
    }

    /// Adds a raw LEFT JOIN clause with a placeholder and a bound value.
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// query.left_join_raw("posts", "posts.user_id = ?", user_id)
    /// ```
    pub fn left_join_raw<V>(self, table: &str, on: &str, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        self.join_generic_raw("LEFT", table, on, value)
    }

    /// Adds a raw RIGHT JOIN clause with a placeholder and a bound value.
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// query.right_join_raw("users", "users.id = ?", user_id)
    /// ```
    pub fn right_join_raw<V>(self, table: &str, on: &str, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        self.join_generic_raw("RIGHT", table, on, value)
    }

    /// Adds a raw INNER JOIN clause with a placeholder and a bound value.
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// query.inner_join_raw("accounts", "accounts.user_id = ?", user_id)
    /// ```
    pub fn inner_join_raw<V>(self, table: &str, on: &str, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        self.join_generic_raw("INNER", table, on, value)
    }

    /// Adds a raw FULL JOIN clause with a placeholder and a bound value.
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// query.full_join_raw("profiles", "profiles.user_id = ?", user_id)
    /// ```
    pub fn full_join_raw<V>(self, table: &str, on: &str, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        self.join_generic_raw("FULL", table, on, value)
    }

    /// Internal helper for raw join types
    fn join_generic_raw<V>(mut self, join_type: &str, table: &str, on: &str, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        let table_owned = table.to_string();
        let on_owned = on.to_string();
        let join_type_owned = join_type.to_string();
        
        if let Some((table_name, alias)) = table.split_once(" ") {
            self.join_aliases.insert(table_name.to_snake_case(), alias.to_string());
        } else {
            self.join_aliases.insert(table.to_snake_case(), table.to_string());
        }

        self.joins_clauses.push(Box::new(move |query, args, driver, arg_counter| {
            if let Some((table_name, alias)) = table_owned.split_once(" ") {
                query.push_str(&format!("{} JOIN \"{}\" {} ON ", join_type_owned, table_name, alias));
            } else {
                query.push_str(&format!("{} JOIN \"{}\" ON ", join_type_owned, table_owned));
            }

            let mut processed_on = on_owned.clone();
            if let Some(pos) = processed_on.find('?') {
                let placeholder = match driver {
                    Drivers::Postgres => {
                        let p = format!("${}", arg_counter);
                        *arg_counter += 1;
                        p
                    }
                    _ => "?".to_string(),
                };
                processed_on.replace_range(pos..pos + 1, &placeholder);
            }
            
            query.push_str(&processed_on);
            let _ = args.add(value.clone());
        }));
        self
    }

    /// Adds a LEFT JOIN clause.
    ///
    /// Performs a LEFT JOIN with another table. Returns all records from the left table,
    /// and the matched records from the right table (or NULL if no match).
    ///
    /// # Arguments
    ///
    /// * `table` - The name of the table to join with
    /// * `on` - The join condition (e.g., "users.id = posts.user_id")
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Get all users and their posts (if any)
    /// let users_with_posts = db.model::<User>()
    ///     .left_join("posts", "users.id = posts.user_id")
    ///     .scan()
    ///     .await?;
    /// ```
    pub fn left_join(self, table: &str, on: &str) -> Self {
        self.join_generic("LEFT", table, on)
    }

    /// Adds a RIGHT JOIN clause.
    ///
    /// Performs a RIGHT JOIN with another table. Returns all records from the right table,
    /// and the matched records from the left table (or NULL if no match).
    ///
    /// # Arguments
    ///
    /// * `table` - The name of the table to join with
    /// * `on` - The join condition
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// let posts_with_users = db.model::<Post>()
    ///     .right_join("users", "posts.user_id = users.id")
    ///     .scan()
    ///     .await?;
    /// ```
    pub fn right_join(self, table: &str, on: &str) -> Self {
        self.join_generic("RIGHT", table, on)
    }

    /// Adds an INNER JOIN clause.
    ///
    /// Performs an INNER JOIN with another table. Returns records that have matching
    /// values in both tables.
    ///
    /// # Arguments
    ///
    /// * `table` - The name of the table to join with
    /// * `on` - The join condition
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Get only users who have posts
    /// let active_users = db.model::<User>()
    ///     .inner_join("posts", "users.id = posts.user_id")
    ///     .scan()
    ///     .await?;
    /// ```
    pub fn inner_join(self, table: &str, on: &str) -> Self {
        self.join_generic("INNER", table, on)
    }

    /// Adds a FULL JOIN clause.
    ///
    /// Performs a FULL OUTER JOIN. Returns all records when there is a match in
    /// either left or right table.
    ///
    /// # Arguments
    ///
    /// * `table` - The name of the table to join with
    /// * `on` - The join condition
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// query.full_join("profiles", "profiles.user_id = users.id")
    /// ```
    pub fn full_join(self, table: &str, on: &str) -> Self {
        self.join_generic("FULL", table, on)
    }

    /// Marks the query to return DISTINCT results.
    ///
    /// Adds the `DISTINCT` keyword to the SELECT statement, ensuring that unique
    /// rows are returned.
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Get unique ages of users
    /// let unique_ages: Vec<i32> = db.model::<User>()
    ///     .select("age")
    ///     .distinct()
    ///     .scan()
    ///     .await?;
    /// ```
    pub fn distinct(mut self) -> Self {
        self.is_distinct = true;
        self
    }

    /// Adds a GROUP BY clause to the query.
    ///
    /// Groups rows that have the same values into summary rows. Often used with
    /// aggregate functions (COUNT, MAX, MIN, SUM, AVG).
    ///
    /// # Arguments
    ///
    /// * `columns` - Comma-separated list of columns to group by
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Count users by age group
    /// let stats: Vec<(i32, i64)> = db.model::<User>()
    ///     .select("age, COUNT(*)")
    ///     .group_by("age")
    ///     .scan()
    ///     .await?;
    /// ```
    pub fn group_by(mut self, columns: &str) -> Self {
        self.group_by_clauses.push(columns.to_string());
        self
    }

    /// Adds a HAVING clause to the query.
    ///
    /// Used to filter groups created by `group_by`. Similar to `filter` (WHERE),
    /// but operates on grouped records and aggregate functions.
    ///
    /// # Arguments
    ///
    /// * `col` - The column or aggregate function to filter on
    /// * `op` - Comparison operator
    /// * `value` - Value to compare against
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Get ages with more than 5 users
    /// let popular_ages = db.model::<User>()
    ///     .select("age, COUNT(*)")
    ///     .group_by("age")
    ///     .having("COUNT(*)", Op::Gt, 5)
    ///     .scan()
    ///     .await?;
    /// ```
    pub fn having<V>(mut self, col: &'static str, op: Op, value: V) -> Self
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        let op_str = op.as_sql();
        let clause: FilterFn = Box::new(move |query, args, driver, arg_counter| {
            query.push_str(" AND ");
            query.push_str(col);
            query.push(' ');
            query.push_str(op_str);
            query.push(' ');

            match driver {
                Drivers::Postgres => {
                    query.push_str(&format!("${}", arg_counter));
                    *arg_counter += 1;
                }
                _ => query.push('?'),
            }
            let _ = args.add(value.clone());
        });

        self.having_clauses.push(clause);
        self
    }

    /// Returns the COUNT of rows matching the query.
    ///
    /// A convenience method that automatically sets `SELECT COUNT(*)` and returns
    /// the result as an `i64`.
    ///
    /// # Returns
    ///
    /// * `Ok(i64)` - The count of rows
    /// * `Err(sqlx::Error)` - Database error
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// let user_count = db.model::<User>().count().await?;
    /// ```
    pub async fn count(mut self) -> Result<i64, sqlx::Error> {
        self.select_columns = vec!["COUNT(*)".to_string()];
        self.scalar::<i64>().await
    }

    /// Returns the SUM of the specified column.
    ///
    /// Calculates the sum of a numeric column.
    ///
    /// # Arguments
    ///
    /// * `column` - The column to sum
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// let total_age: i64 = db.model::<User>().sum("age").await?;
    /// ```
    pub async fn sum<N>(mut self, column: &str) -> Result<N, sqlx::Error>
    where
        N: FromAnyRow + AnyImpl + for<'r> Decode<'r, Any> + Type<Any> + Send + Unpin,
    {
        self.select_columns = vec![format!("SUM({})", column)];
        self.scalar::<N>().await
    }

    /// Returns the AVG of the specified column.
    ///
    /// Calculates the average value of a numeric column.
    ///
    /// # Arguments
    ///
    /// * `column` - The column to average
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// let avg_age: f64 = db.model::<User>().avg("age").await?;
    /// ```
    pub async fn avg<N>(mut self, column: &str) -> Result<N, sqlx::Error>
    where
        N: FromAnyRow + AnyImpl + for<'r> Decode<'r, Any> + Type<Any> + Send + Unpin,
    {
        self.select_columns = vec![format!("AVG({})", column)];
        self.scalar::<N>().await
    }

    /// Returns the MIN of the specified column.
    ///
    /// Finds the minimum value in a column.
    ///
    /// # Arguments
    ///
    /// * `column` - The column to check
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// let min_age: i32 = db.model::<User>().min("age").await?;
    /// ```
    pub async fn min<N>(mut self, column: &str) -> Result<N, sqlx::Error>
    where
        N: FromAnyRow + AnyImpl + for<'r> Decode<'r, Any> + Type<Any> + Send + Unpin,
    {
        self.select_columns = vec![format!("MIN({})", column)];
        self.scalar::<N>().await
    }

    /// Returns the MAX of the specified column.
    ///
    /// Finds the maximum value in a column.
    ///
    /// # Arguments
    ///
    /// * `column` - The column to check
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// let max_age: i32 = db.model::<User>().max("age").await?;
    /// ```
    pub async fn max<N>(mut self, column: &str) -> Result<N, sqlx::Error>
    where
        N: FromAnyRow + AnyImpl + for<'r> Decode<'r, Any> + Type<Any> + Send + Unpin,
    {
        self.select_columns = vec![format!("MAX({})", column)];
        self.scalar::<N>().await
    }

    /// Applies pagination with validation and limits.
    ///
    /// This is a convenience method that combines `limit()` and `offset()` with
    /// built-in validation and maximum value enforcement for safer pagination.
    ///
    /// # Arguments
    ///
    /// * `max_value` - Maximum allowed items per page
    /// * `default` - Default value if `value` exceeds `max_value`
    /// * `page` - Zero-based page number
    /// * `value` - Requested items per page
    ///
    /// # Returns
    ///
    /// * `Ok(Self)` - The updated QueryBuilder with pagination applied
    /// * `Err(Error)` - If `value` is negative
    ///
    /// # Pagination Logic
    ///
    /// 1. Validates that `value` is non-negative
    /// 2. If `value` > `max_value`, uses `default` instead
    /// 3. Calculates offset as: `value * page`
    /// 4. Sets limit to `value`
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Page 0 with 10 items (page 1 in 1-indexed systems)
    /// query.pagination(100, 20, 0, 10)?  // LIMIT 10 OFFSET 0
    ///
    /// // Page 2 with 25 items (page 3 in 1-indexed systems)
    /// query.pagination(100, 20, 2, 25)?  // LIMIT 25 OFFSET 50
    ///
    /// // Request too many items, falls back to default
    /// query.pagination(100, 20, 0, 150)? // LIMIT 20 OFFSET 0 (150 > 100)
    ///
    /// // Error: negative value
    /// query.pagination(100, 20, 0, -10)? // Returns Error
    /// ```
    pub fn pagination(mut self, max_value: usize, default: usize, page: usize, value: isize) -> Result<Self, Error> {
        // Validate that value is non-negative
        if value < 0 {
            return Err(Error::InvalidArgument("value cannot be negative".into()));
        }

        let mut f_value = value as usize;

        // Enforce maximum value limit
        if f_value > max_value {
            f_value = default;
        }

        // Apply offset and limit
        self = self.offset(f_value * page);
        self = self.limit(f_value);

        Ok(self)
    }

    /// Selects specific columns to return.
    ///
    /// By default, queries use `SELECT *` to return all columns. This method
    /// allows you to specify exactly which columns should be returned.
    ///
    /// **Note:** Columns are pushed exactly as provided, without automatic
    /// snake_case conversion, allowing for aliases and raw SQL fragments.
    ///
    /// # Arguments
    ///
    /// * `columns` - Comma-separated list of column names to select
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Select single column
    /// query.select("id")
    ///
    /// // Select multiple columns
    /// query.select("id, username, email")
    ///
    /// // Select with SQL functions and aliases (now supported)
    /// query.select("COUNT(*) as total_count")
    /// ```
    pub fn select(mut self, columns: &str) -> Self {
        self.select_columns.push(columns.to_string());
        self
    }

    /// Excludes specific columns from the query results.
    ///
    /// This is the inverse of `select()`. Instead of specifying which columns to include,
    /// you specify which columns to exclude. All other columns will be returned.
    ///
    /// # Arguments
    ///
    /// * `columns` - Comma-separated list of column names to exclude
    ///
    /// # Priority
    ///
    /// If both `select()` and `omit()` are used, `select()` takes priority.
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Exclude password from results
    /// let user = db.model::<User>()
    ///     .omit("password")
    ///     .first()
    ///     .await?;
    ///
    /// // Exclude multiple fields
    /// let user = db.model::<User>()
    ///     .omit("password, secret_token")
    ///     .first()
    ///     .await?;
    ///
    /// // Using with generated field constants (autocomplete support)
    /// let user = db.model::<User>()
    ///     .omit(user_fields::PASSWORD)
    ///     .first()
    ///     .await?;
    /// ```
    pub fn omit(mut self, columns: &str) -> Self {
        for col in columns.split(',') {
            self.omit_columns.push(col.trim().to_snake_case());
        }
        self
    }

    /// Sets the query offset (pagination).
    ///
    /// Specifies the number of rows to skip before starting to return rows.
    /// Commonly used in combination with `limit()` for pagination.
    ///
    /// # Arguments
    ///
    /// * `offset` - Number of rows to skip
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Skip first 20 rows
    /// query.offset(20)
    ///
    /// // Pagination: page 3 with 10 items per page
    /// query.limit(10).offset(20)  // Skip 2 pages = 20 items
    /// ```
    pub fn offset(mut self, offset: usize) -> Self {
        self.offset = Some(offset);
        self
    }

    /// Sets the maximum number of records to return.
    ///
    /// Limits the number of rows returned by the query. Essential for pagination
    /// and preventing accidentally fetching large result sets.
    ///
    /// # Arguments
    ///
    /// * `limit` - Maximum number of rows to return
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Return at most 10 rows
    /// query.limit(10)
    ///
    /// // Pagination: 50 items per page
    /// query.limit(50).offset(page * 50)
    /// ```
    pub fn limit(mut self, limit: usize) -> Self {
        self.limit = Some(limit);
        self
    }

    // ========================================================================
    // Insert Operation
    // ========================================================================

    /// Inserts a new record into the database based on the model instance.
    ///
    /// This method serializes the model into a SQL INSERT statement with proper
    /// type handling for primitives, dates, UUIDs, and other supported types.
    ///
    /// # Type Binding Strategy
    ///
    /// The method uses string parsing as a temporary solution for type binding.
    /// Values are converted to strings via the model's `to_map()` method, then
    /// parsed back to their original types for proper SQL binding.
    ///
    /// # Supported Types for Insert
    ///
    /// - **Integers**: `i32`, `i64` (INTEGER, BIGINT)
    /// - **Boolean**: `bool` (BOOLEAN)
    /// - **Float**: `f64` (DOUBLE PRECISION)
    /// - **Text**: `String` (TEXT, VARCHAR)
    /// - **UUID**: `Uuid` (UUID) - All versions 1-7 supported
    /// - **DateTime**: `DateTime<Utc>` (TIMESTAMPTZ)
    /// - **NaiveDateTime**: (TIMESTAMP)
    /// - **NaiveDate**: (DATE)
    /// - **NaiveTime**: (TIME)
    ///
    /// # Arguments
    ///
    /// * `model` - Reference to the model instance to insert
    ///
    /// # Returns
    ///
    /// * `Ok(&Self)` - Reference to self for method chaining
    /// * `Err(sqlx::Error)` - Database error during insertion
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// 
    /// use chrono::Utc;
    ///
    /// let new_user = User {
    ///     id: Uuid::new_v4(),
    ///     username: "john_doe".to_string(),
    ///     email: "john@example.com".to_string(),
    ///     age: 25,
    ///     active: true,
    ///     created_at: Utc::now(),
    /// };
    ///
    /// db.model::<User>().insert(&new_user).await?;
    /// ```
    pub fn insert<'b>(&'b mut self, model: &'b T) -> BoxFuture<'b, Result<(), sqlx::Error>> {
        Box::pin(async move {
            // Serialize model to a HashMap of column_name -> string_value
            let data_map = Model::to_map(model);

            // Early return if no data to insert
            if data_map.is_empty() {
                return Ok(());
            }

            let table_name = self.table_name.to_snake_case();
            let columns_info = <T as Model>::columns();

            let mut target_columns = Vec::new();
            let mut bindings: Vec<(String, &str)> = Vec::new();

            // Build column list and collect values with their SQL types
            for (col_name, value) in data_map {
                // Strip the "r#" prefix if present (for Rust keywords used as field names)
                let col_name_clean = col_name.strip_prefix("r#").unwrap_or(&col_name).to_snake_case();
                target_columns.push(format!("\"{}\"", col_name_clean));

                // Find the SQL type for this column
                let sql_type = columns_info.iter().find(|c| c.name == col_name).map(|c| c.sql_type).unwrap_or("TEXT");

                bindings.push((value, sql_type));
            }

            // Generate placeholders with proper type casting for PostgreSQL
            let placeholders: Vec<String> = bindings
                .iter()
                .enumerate()
                .map(|(i, (_, sql_type))| match self.driver {
                    Drivers::Postgres => {
                        let idx = i + 1;
                        // PostgreSQL requires explicit type casting for some types
                        if temporal::is_temporal_type(sql_type) {
                            // Use temporal module for type casting
                            format!("${}{}", idx, temporal::get_postgres_type_cast(sql_type))
                        } else {
                            match *sql_type {
                                "UUID" => format!("${}::UUID", idx),
                                "JSONB" | "jsonb" => format!("${}::JSONB", idx),
                                _ => format!("${}", idx),
                            }
                        }
                    }
                    // MySQL and SQLite use simple ? placeholders
                    _ => "?".to_string(),
                })
                .collect();

            // Construct the INSERT query
            let query_str = format!(
                "INSERT INTO \"{}\" ({}) VALUES ({})",
                table_name,
                target_columns.join(", "),
                placeholders.join(", ")
            );

            if self.debug_mode {
                log::debug!("SQL: {}", query_str);
            }

            let mut args = AnyArguments::default();

            // Bind values using the optimized value_binding module
            for (val_str, sql_type) in bindings {
                if args.bind_value(&val_str, sql_type, &self.driver).is_err() {
                    let _ = args.add(val_str);
                }
            }

            // Execute the INSERT query
            self.tx.execute(&query_str, args).await?;
            Ok(())
        })
    }

    /// Inserts multiple records into the database in a single batch operation.
    ///
    /// This is significantly faster than performing individual inserts in a loop
    /// as it generates a single SQL statement with multiple VALUES groups.
    ///
    /// # Type Binding Strategy
    ///
    /// Similar to the single record `insert`, this method uses string parsing for
    /// type binding. It ensures that all columns defined in the model are included
    /// in the insert statement, providing NULL for any missing optional values.
    ///
    /// # Arguments
    ///
    /// * `models` - A slice of model instances to insert
    ///
    /// # Returns
    ///
    /// * `Ok(())` - Successfully inserted all records
    /// * `Err(sqlx::Error)` - Database error during insertion
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// let users = vec![
    ///     User { username: "alice".to_string(), ... },
    ///     User { username: "bob".to_string(), ... },
    /// ];
    ///
    /// db.model::<User>().batch_insert(&users).await?;
    /// ```
    pub fn batch_insert<'b>(&'b mut self, models: &'b [T]) -> BoxFuture<'b, Result<(), sqlx::Error>> {
        Box::pin(async move {
            if models.is_empty() {
                return Ok(());
            }

            let table_name = self.table_name.to_snake_case();
            let columns_info = <T as Model>::columns();

            // Collect all column names for the INSERT statement
            // We use all columns defined in the model to ensure consistency across the batch
            let target_columns: Vec<String> = columns_info
                .iter()
                .map(|c| {
                    let col_name_clean = c.name.strip_prefix("r#").unwrap_or(c.name).to_snake_case();
                    format!("\"{}\"", col_name_clean)
                })
                .collect();

            let mut value_groups = Vec::new();
            let mut bind_index = 1;

            // Generate placeholders for all models
            for _ in models {
                let mut placeholders = Vec::new();
                for col in &columns_info {
                    match self.driver {
                        Drivers::Postgres => {
                            let p = if temporal::is_temporal_type(col.sql_type) {
                                format!("${}{}", bind_index, temporal::get_postgres_type_cast(col.sql_type))
                            } else {
                                match col.sql_type {
                                    "UUID" => format!("${}::UUID", bind_index),
                                    "JSONB" | "jsonb" => format!("${}::JSONB", bind_index),
                                    _ => format!("${}", bind_index),
                                }
                            };
                            placeholders.push(p);
                            bind_index += 1;
                        }
                        _ => {
                            placeholders.push("?".to_string());
                        }
                    }
                }
                value_groups.push(format!("({})", placeholders.join(", ")));
            }

            let query_str = format!(
                "INSERT INTO \"{}\" ({}) VALUES {}",
                table_name,
                target_columns.join(", "),
                value_groups.join(", ")
            );

            if self.debug_mode {
                log::debug!("SQL Batch: {}", query_str);
            }

            let mut args = AnyArguments::default();

            for model in models {
                let data_map = Model::to_map(model);
                for col in &columns_info {
                    let val_opt = data_map.get(col.name);
                    let sql_type = col.sql_type;

                    if let Some(val_str) = val_opt {
                        if args.bind_value(val_str, sql_type, &self.driver).is_err() {
                            let _ = args.add(val_str.clone());
                        }
                    } else {
                        // Bind NULL for missing values
                        let _ = args.add(None::<String>);
                    }
                }
            }

            // Execute the batch INSERT query
            self.tx.execute(&query_str, args).await?;
            Ok(())
        })
    }

    /// Inserts a record or updates it if a conflict occurs (UPSERT).
    ///
    /// This method provides a cross-database way to perform "Insert or Update" operations.
    /// It uses `ON CONFLICT` for PostgreSQL and SQLite, and `ON DUPLICATE KEY UPDATE` for MySQL.
    ///
    /// # Arguments
    ///
    /// * `model` - The model instance to insert or update
    /// * `conflict_columns` - Columns that trigger the conflict (e.g., primary key or unique columns)
    /// * `update_columns` - Columns to update when a conflict occurs
    ///
    /// # Returns
    ///
    /// * `Ok(u64)` - The number of rows affected
    /// * `Err(sqlx::Error)` - Database error
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// let user = User { id: 1, username: "alice".to_string(), age: 25 };
    ///
    /// // If id 1 exists, update username and age
    /// db.model::<User>().upsert(&user, &["id"], &["username", "age"]).await?;
    /// ```
    pub fn upsert<'b>(
        &'b mut self,
        model: &'b T,
        conflict_columns: &'b [&'b str],
        update_columns: &'b [&'b str],
    ) -> BoxFuture<'b, Result<u64, sqlx::Error>> {
        Box::pin(async move {
            let data_map = Model::to_map(model);
            if data_map.is_empty() {
                return Ok(0);
            }

            let table_name = self.table_name.to_snake_case();
            let columns_info = <T as Model>::columns();

            let mut target_columns = Vec::new();
            let mut bindings: Vec<(String, &str)> = Vec::new();

            // Build INSERT part
            for (col_name, value) in &data_map {
                let col_name_clean = col_name.strip_prefix("r#").unwrap_or(col_name).to_snake_case();
                target_columns.push(format!("\"{}\"", col_name_clean));

                let sql_type = columns_info.iter().find(|c| {
                    let c_clean = c.name.strip_prefix("r#").unwrap_or(c.name);
                    c_clean == *col_name || c_clean.to_snake_case() == col_name_clean
                }).map(|c| c.sql_type).unwrap_or("TEXT");
                bindings.push((value.clone(), sql_type));
            }

            let mut arg_counter = 1;
            let mut placeholders = Vec::new();
            for (_, sql_type) in &bindings {
                match self.driver {
                    Drivers::Postgres => {
                        let p = if temporal::is_temporal_type(sql_type) {
                            format!("${}{}", arg_counter, temporal::get_postgres_type_cast(sql_type))
                        } else {
                            match *sql_type {
                                "UUID" => format!("${}::UUID", arg_counter),
                                "JSONB" | "jsonb" => format!("${}::JSONB", arg_counter),
                                _ => format!("${}", arg_counter),
                            }
                        };
                        placeholders.push(p);
                        arg_counter += 1;
                    }
                    _ => {
                        placeholders.push("?".to_string());
                    }
                }
            }

            let mut query_str = format!(
                "INSERT INTO \"{}\" ({}) VALUES ({})",
                table_name,
                target_columns.join(", "),
                placeholders.join(", ")
            );

            // Build Conflict/Update part
            match self.driver {
                Drivers::Postgres | Drivers::SQLite => {
                    let conflict_cols_str = conflict_columns
                        .iter()
                        .map(|c| format!("\"{}\"", c.to_snake_case()))
                        .collect::<Vec<_>>()
                        .join(", ");
                    
                    query_str.push_str(&format!(" ON CONFLICT ({}) DO UPDATE SET ", conflict_cols_str));
                    
                    let mut update_clauses = Vec::new();
                    let mut update_bindings = Vec::new();

                    for col in update_columns {
                        let col_snake = col.to_snake_case();
                        if let Some((_key, val_str)) = data_map.iter().find(|(k, _)| {
                            let k_clean = k.strip_prefix("r#").unwrap_or(*k);
                            k_clean == *col || k_clean.to_snake_case() == col_snake
                        }) {
                            let sql_type = columns_info.iter().find(|c| {
                                let c_clean = c.name.strip_prefix("r#").unwrap_or(c.name);
                                c_clean == *col || c_clean.to_snake_case() == col_snake
                            }).map(|c| c.sql_type).unwrap_or("TEXT");
                            
                            let placeholder = match self.driver {
                                Drivers::Postgres => {
                                    let p = if temporal::is_temporal_type(sql_type) {
                                        format!("${}{}", arg_counter, temporal::get_postgres_type_cast(sql_type))
                                    } else {
                                        match sql_type {
                                            "UUID" => format!("${}::UUID", arg_counter),
                                            "JSONB" | "jsonb" => format!("${}::JSONB", arg_counter),
                                            _ => format!("${}", arg_counter),
                                        }
                                    };
                                    arg_counter += 1;
                                    p
                                }
                                _ => "?".to_string(),
                            };
                            update_clauses.push(format!("\"{}\" = {}", col_snake, placeholder));
                            update_bindings.push((val_str.clone(), sql_type));
                        }
                    }
                    if update_clauses.is_empty() {
                        query_str.push_str(" NOTHING");
                    } else {
                        query_str.push_str(&update_clauses.join(", "));
                    }
                    bindings.extend(update_bindings);
                }
                Drivers::MySQL => {
                    query_str.push_str(" ON DUPLICATE KEY UPDATE ");
                    let mut update_clauses = Vec::new();
                    for col in update_columns {
                        let col_snake = col.to_snake_case();
                        update_clauses.push(format!("\"{}\" = VALUES(\"{}\")", col_snake, col_snake));
                    }
                    query_str.push_str(&update_clauses.join(", "));
                }
            }

            if self.debug_mode {
                log::debug!("SQL Upsert: {}", query_str);
            }

            let mut args = AnyArguments::default();
            for (val_str, sql_type) in bindings {
                if args.bind_value(&val_str, sql_type, &self.driver).is_err() {
                    let _ = args.add(val_str);
                }
            }

            let result = self.tx.execute(&query_str, args).await?;
            Ok(result.rows_affected())
        })
    }

    // ========================================================================
    // Query Execution Methods
    // ========================================================================

    /// Returns the generated SQL string for debugging purposes.
    ///
    /// This method constructs the SQL query string without executing it.
    /// Useful for debugging and logging query construction. Note that this
    /// shows placeholders (?, $1, etc.) rather than actual bound values.
    ///
    /// # Returns
    ///
    /// A `String` containing the SQL query that would be executed
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// let query = db.model::<User>()
    ///     .filter("age", ">=", 18)
    ///     .order("created_at DESC")
    ///     .limit(10);
    ///
    /// println!("SQL: {}", query.to_sql());
    /// // Output: SELECT * FROM "user" WHERE 1=1 AND "age" >= $1 ORDER BY created_at DESC
    /// ```
    pub fn to_sql(&self) -> String {
        let mut query = String::new();
        let mut args = AnyArguments::default();
        let mut arg_counter = 1;

        self.write_select_sql::<T>(&mut query, &mut args, &mut arg_counter);
        query
    }

    /// Generates the list of column selection SQL arguments.
    ///
    /// This helper function constructs the column list for the SELECT statement.
    /// It handles:
    /// 1. Mapping specific columns if `select_columns` is set.
    /// 2. Defaulting to all columns from the struct `R` if no columns are specified.
    /// 3. applying `to_json(...)` casting for temporal types when using `AnyImpl` structs,
    ///    ensuring compatibility with the `FromAnyRow` deserialization logic.
    fn select_args_sql<R: AnyImpl>(&self) -> Vec<String> {
        let struct_cols = R::columns();
        let table_id = self.get_table_identifier();
        let main_table_snake = self.table_name.to_snake_case();

        // If the struct has no columns (e.g. primitive type for scalar queries),
        // just return the manual selects as is.
        if struct_cols.is_empty() {
            if self.select_columns.is_empty() {
                return vec!["*".to_string()];
            }
            return self.select_columns.clone();
        }

        let mut args = Vec::new();

        // Flatten multi-column strings in select_columns
        let mut flat_selects = Vec::new();
        for s in &self.select_columns {
            if s.contains(',') {
                for sub in s.split(',') {
                    flat_selects.push(sub.trim().to_string());
                }
            } else {
                flat_selects.push(s.trim().to_string());
            }
        }

        let has_main_star = flat_selects.iter().any(|s| s == "*" || s == &format!("{}.*", table_id) || s == &format!("{}.*", main_table_snake));

        if self.select_columns.is_empty() || has_main_star {
            // Select all columns from R
            for col_info in struct_cols {
                let col_name = col_info.column;
                let col_snake = col_name.strip_prefix("r#").unwrap_or(col_name).to_snake_case();
                
                let mut table_to_use = table_id.clone();
                if !col_info.table.is_empty() {
                    let c_table_snake = col_info.table.to_snake_case();
                    if c_table_snake == main_table_snake {
                        table_to_use = table_id.clone();
                    } else if let Some(alias) = self.join_aliases.get(&c_table_snake) {
                        table_to_use = alias.clone();
                    }
                }

                let is_omitted = self.omit_columns.contains(&col_snake);
                let table_to_alias = if !col_info.table.is_empty() {
                    col_info.table.to_snake_case()
                } else {
                    main_table_snake.clone()
                };

                if is_omitted {
                    let placeholder = match col_info.sql_type {
                        "TEXT" | "VARCHAR" | "CHAR" | "STRING" => "'omited'",
                        "TIMESTAMP" | "TIMESTAMPTZ" | "DATE" | "TIME" => "'1970-01-01'",
                        "INTEGER" | "INT" | "BIGINT" => "0",
                        "REAL" | "FLOAT" | "DOUBLE" | "DECIMAL" => "0.0",
                        "BOOLEAN" | "BOOL" => "false",
                        "UUID" => "'00000000-0000-0000-0000-000000000000'",
                        _ => "NULL",
                    };
                    args.push(format!("{} AS \"{}__{}\"", placeholder, table_to_alias, col_snake));
                } else if is_temporal_type(col_info.sql_type) && matches!(self.driver, Drivers::Postgres) {
                    args.push(format!("to_json(\"{}\".\"{}\") #>> '{{}}' AS \"{}__{}\"", table_to_use, col_snake, table_to_alias, col_snake));
                } else {
                    args.push(format!("\"{}\".\"{}\" AS \"{}__{}\"", table_to_use, col_snake, table_to_alias, col_snake));
                }
            }
        } else {
            // Handle explicit selects
            let mut matched_flat_indices = std::collections::HashSet::new();
            let mut matched_struct_indices = std::collections::HashSet::new();

            // First pass: try to match manual selects (including aliases) to struct columns
            for (f_idx, s) in flat_selects.iter().enumerate() {
                let s_lower = s.to_lowercase();
                
                // If it's an alias "expr as alias", check if alias matches a struct column
                if let Some((_expr, alias)) = s_lower.split_once(" as ") {
                    let clean_alias = alias.trim().trim_matches('"').trim_matches('\'');
                    for (s_idx, col_info) in struct_cols.iter().enumerate() {
                        let col_name = col_info.column;
                        let col_snake = col_name.strip_prefix("r#").unwrap_or(col_name).to_snake_case();
                        
                        if clean_alias == col_name || clean_alias == &col_snake {
                            // Match! Use the manual select as-is
                            args.push(s.clone());
                            matched_flat_indices.insert(f_idx);
                            matched_struct_indices.insert(s_idx);
                            break;
                        }
                    }
                } else {
                    // Direct match "column" or "table.column"
                    for (s_idx, col_info) in struct_cols.iter().enumerate() {
                        let col_name = col_info.column;
                        let col_snake = col_name.strip_prefix("r#").unwrap_or(col_name).to_snake_case();
                        
                        if s == col_name || s == &col_snake || s == &format!("{}.{}", table_id, col_name) || s == &format!("{}.{}", table_id, col_snake) {
                            // Match! Use standardized quoted select
                            let mut table_to_use = table_id.clone();
                            if !col_info.table.is_empty() {
                                let c_table_snake = col_info.table.to_snake_case();
                                if c_table_snake == main_table_snake {
                                    table_to_use = table_id.clone();
                                } else if let Some(alias) = self.join_aliases.get(&c_table_snake) {
                                    table_to_use = alias.clone();
                                }
                            }

                            let table_to_alias = if !col_info.table.is_empty() {
                                col_info.table.to_snake_case()
                            } else {
                                main_table_snake.clone()
                            };

                            if is_temporal_type(col_info.sql_type) && matches!(self.driver, Drivers::Postgres) {
                                args.push(format!("to_json(\"{}\".\"{}\") #>> '{{}}' AS \"{}__{}\"", table_to_use, col_snake, table_to_alias, col_snake));
                            } else {
                                args.push(format!("\"{}\".\"{}\" AS \"{}__{}\"", table_to_use, col_snake, table_to_alias, col_snake));
                            }
                            matched_flat_indices.insert(f_idx);
                            matched_struct_indices.insert(s_idx);
                            break;
                        }
                    }
                }
            }

            // Second pass: add remaining manual selects
            for (idx, s) in flat_selects.iter().enumerate() {
                if !matched_flat_indices.contains(&idx) {
                    args.push(s.clone());
                }
            }
        }

        if args.is_empty() {
            vec!["*".to_string()]
        } else {
            args
        }
    }

    /// Executes the query and returns a list of results.
    ///
    /// This method builds and executes a SELECT query with all accumulated filters,
    /// ordering, and pagination settings. It returns all matching rows as a vector.
    ///
    /// # Type Parameters
    ///
    /// * `R` - The result type. Must implement `FromRow` for deserialization from database rows.
    ///
    /// # Returns
    ///
    /// * `Ok(Vec<R>)` - Vector of results (empty if no matches)
    /// * `Err(sqlx::Error)` - Database error during query execution
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Get all adult users, ordered by age, limited to 10
    /// let users: Vec<User> = db.model::<User>()
    ///     .filter("age", ">=", 18)
    ///     .order("age DESC")
    ///     .limit(10)
    ///     .scan()
    ///     .await?;
    ///
    /// // Get users by UUID
    /// let user_id = Uuid::parse_str("550e8400-e29b-41d4-a716-446655440000")?;
    /// let users: Vec<User> = db.model::<User>()
    ///     .filter("id", "=", user_id)
    ///     .scan()
    ///     .await?;
    ///
    /// // Empty result is Ok
    /// let results: Vec<User> = db.model::<User>()
    ///     .filter("age", ">", 200)
    ///     .scan()
    ///     .await?;  // Returns empty Vec, not an error
    /// ```
    pub async fn scan<R>(mut self) -> Result<Vec<R>, sqlx::Error>
    where
        R: FromAnyRow + AnyImpl + Send + Unpin,
    {
        self.apply_soft_delete_filter();
        let mut query = String::new();
        let mut args = AnyArguments::default();
        let mut arg_counter = 1;

        self.write_select_sql::<R>(&mut query, &mut args, &mut arg_counter);

        if self.debug_mode {
            log::debug!("SQL: {}", query);
        }

        let rows = self.tx.fetch_all(&query, args).await?;
        let mut result = Vec::with_capacity(rows.len());
        for row in rows {
            result.push(R::from_any_row(&row)?);
        }
        Ok(result)
    }

    /// Executes the query and maps the result to a custom DTO.
    pub async fn scan_as<R>(mut self) -> Result<Vec<R>, sqlx::Error>
    where
        R: FromAnyRow + AnyImpl + Send + Unpin,
    {
        self.apply_soft_delete_filter();
        let mut query = String::new();
        let mut args = AnyArguments::default();
        let mut arg_counter = 1;

        self.write_select_sql::<R>(&mut query, &mut args, &mut arg_counter);

        if self.debug_mode {
            log::debug!("SQL: {}", query);
        }

        let rows = self.tx.fetch_all(&query, args).await?;
        let mut result = Vec::with_capacity(rows.len());
        for row in rows {
            result.push(R::from_any_row(&row)?);
        }
        Ok(result)
    }

    /// Executes the query and returns only the first result.
    pub async fn first<R>(mut self) -> Result<R, sqlx::Error>
    where
        R: FromAnyRow + AnyImpl + Send + Unpin,
    {
        self.apply_soft_delete_filter();
        let mut query = String::new();
        let mut args = AnyArguments::default();
        let mut arg_counter = 1;

        // Force limit 1 if not set
        if self.limit.is_none() {
            self.limit = Some(1);
        }

        // Apply PK ordering fallback if no order is set
        if self.order_clauses.is_empty() {
            let table_id = self.get_table_identifier();
            let pk_columns: Vec<String> = <T as Model>::columns()
                .iter()
                .filter(|c| c.is_primary_key)
                .map(|c| format!("\"{}\".\"{}\"", table_id, c.name.strip_prefix("r#").unwrap_or(c.name).to_snake_case()))
                .collect();
            
            if !pk_columns.is_empty() {
                self.order_clauses.push(pk_columns.iter().map(|col| format!("{} ASC", col)).collect::<Vec<_>>().join(", "));
            }
        }

        self.write_select_sql::<R>(&mut query, &mut args, &mut arg_counter);

        if self.debug_mode {
            log::debug!("SQL: {}", query);
        }

        let row = self.tx.fetch_one(&query, args).await?;
        R::from_any_row(&row)
    }

    /// Executes the query and returns a single scalar value.
    pub async fn scalar<O>(mut self) -> Result<O, sqlx::Error>
    where
        O: FromAnyRow + AnyImpl + Send + Unpin,
    {
        self.apply_soft_delete_filter();
        let mut query = String::new();
        let mut args = AnyArguments::default();
        let mut arg_counter = 1;

        // Force limit 1 if not set
        if self.limit.is_none() {
            self.limit = Some(1);
        }

        self.write_select_sql::<O>(&mut query, &mut args, &mut arg_counter);

        if self.debug_mode {
            log::debug!("SQL: {}", query);
        }

        let row = self.tx.fetch_one(&query, args).await?;
        O::from_any_row(&row)
    }

    /// Updates a single column in the database.
    ///
    /// # Arguments
    ///
    /// * `col` - The column name to update
    /// * `value` - The new value
    ///
    /// # Returns
    ///
    /// * `Ok(u64)` - The number of rows affected
    pub fn update<'b, V>(&'b mut self, col: &str, value: V) -> BoxFuture<'b, Result<u64, sqlx::Error>>
    where
        V: ToString + Send + Sync,
    {
        let mut map = std::collections::HashMap::new();
        map.insert(col.to_string(), value.to_string());
        self.execute_update(map)
    }

    /// Updates all columns based on the model instance.
    ///
    /// This method updates all active columns of the table with values from the provided model.
    ///
    /// # Arguments
    ///
    /// * `model` - The model instance containing new values
    ///
    /// # Returns
    ///
    /// * `Ok(u64)` - The number of rows affected
    pub fn updates<'b>(&'b mut self, model: &T) -> BoxFuture<'b, Result<u64, sqlx::Error>> {
        self.execute_update(Model::to_map(model))
    }

    /// Updates columns based on a partial model (struct implementing AnyImpl).
    ///
    /// This allows updating a subset of columns using a custom struct.
    /// The struct must implement `AnyImpl` (usually via `#[derive(FromAnyRow)]`).
    ///
    /// # Arguments
    ///
    /// * `partial` - The partial model containing new values
    ///
    /// # Returns
    ///
    /// * `Ok(u64)` - The number of rows affected
    pub fn update_partial<'b, P: AnyImpl>(&'b mut self, partial: &P) -> BoxFuture<'b, Result<u64, sqlx::Error>> {
        self.execute_update(AnyImpl::to_map(partial))
    }

    /// Updates a column using a raw SQL expression.
    ///
    /// This allows for complex updates like incrementing values or using database functions.
    /// You can use a `?` placeholder in the expression and provide a value to bind.
    ///
    /// # Arguments
    ///
    /// * `col` - The column name to update
    /// * `expr` - The raw SQL expression (e.g., "age + 1" or "age + ?")
    /// * `value` - The value to bind for the placeholder
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Increment age by 1
    /// db.model::<User>()
    ///     .filter("id", "=", 1)
    ///     .update_raw("age", "age + 1", 0)
    ///     .await?;
    ///
    /// // Increment age by a variable
    /// db.model::<User>()
    ///     .filter("id", "=", 1)
    ///     .update_raw("age", "age + ?", 5)
    ///     .await?;
    /// ```
    pub fn update_raw<'b, V>(
        &'b mut self,
        col: &str,
        expr: &str,
        value: V,
    ) -> BoxFuture<'b, Result<u64, sqlx::Error>>
    where
        V: 'static + for<'q> Encode<'q, Any> + Type<Any> + Send + Sync + Clone,
    {
        self.apply_soft_delete_filter();

        let col_name_clean = col.strip_prefix("r#").unwrap_or(col).to_snake_case();
        let expr_owned = expr.to_string();
        let value_owned = value.clone();

        Box::pin(async move {
            let table_name = self.table_name.to_snake_case();
            let mut query = format!("UPDATE \"{}\" ", table_name);
            if let Some(alias) = &self.alias {
                query.push_str(&format!("{} ", alias));
            }
            query.push_str("SET ");

            let mut arg_counter = 1;
            let mut args = AnyArguments::default();

            let mut processed_expr = expr_owned.clone();
            if let Some(pos) = processed_expr.find('?') {
                let placeholder = match self.driver {
                    Drivers::Postgres => {
                        let p = format!("${}", arg_counter);
                        arg_counter += 1;
                        p
                    }
                    _ => "?".to_string(),
                };
                processed_expr.replace_range(pos..pos + 1, &placeholder);
                let _ = args.add(value_owned);
            } else {
                // If no placeholder, we still add the value to match where_raw behavior, 
                // but increment the counter if it's Postgres to avoid offset issues
                // Actually, if there's no ?, Postgres doesn't care about the extra arg if we don't use it.
                // But the next arg_counter must be correct.
                // If we don't increment arg_counter here, the NEXT placeholder will use $1.
                // If we ADDED a value to args, $1 will point to THIS value.
                // So if we don't use ?, we probably SHOULD NOT add to args.
            }

            query.push_str(&format!("\"{}\" = {}", col_name_clean, processed_expr));

            query.push_str(" WHERE 1=1");

            for clause in &self.where_clauses {
                clause(&mut query, &mut args, &self.driver, &mut arg_counter);
            }

            if self.debug_mode {
                log::debug!("SQL: {}", query);
            }

            let result = self.tx.execute(&query, args).await?;
            Ok(result.rows_affected())
        })
    }

    /// Internal helper to apply soft delete filter to where clauses if necessary.
    fn apply_soft_delete_filter(&mut self) {
        if !self.with_deleted {
            if let Some(soft_delete_col) = self.columns_info.iter().find(|c| c.soft_delete).map(|c| c.name) {
                let col_owned = soft_delete_col.to_string();
                let clause: FilterFn = Box::new(move |query, _args, _driver, _arg_counter| {
                    query.push_str(" AND ");
                    query.push_str(&format!("\"{}\"", col_owned));
                    query.push_str(" IS NULL");
                });
                self.where_clauses.push(clause);
            }
        }
    }

    /// Internal helper to execute an UPDATE query from a map of values.
    fn execute_update<'b>(
        &'b mut self,
        data_map: std::collections::HashMap<String, String>,
    ) -> BoxFuture<'b, Result<u64, sqlx::Error>> {
        self.apply_soft_delete_filter();

        Box::pin(async move {
            let table_name = self.table_name.to_snake_case();
            let mut query = format!("UPDATE \"{}\" ", table_name);
            if let Some(alias) = &self.alias {
                query.push_str(&format!("{} ", alias));
            }
            query.push_str("SET ");

            let mut bindings: Vec<(String, &str)> = Vec::new();
            let mut set_clauses = Vec::new();

            // Maintain argument counter for PostgreSQL ($1, $2, ...)
            let mut arg_counter = 1;

            // Build SET clause
            for (col_name, value) in data_map {
                // Strip the "r#" prefix if present
                let col_name_clean = col_name.strip_prefix("r#").unwrap_or(&col_name).to_snake_case();

                // Find the SQL type for this column from the Model metadata
                let sql_type = self
                    .columns_info
                    .iter()
                    .find(|c| c.name == col_name || c.name == col_name_clean)
                    .map(|c| c.sql_type)
                    .unwrap_or("TEXT");

                // Generate placeholder
                let placeholder = match self.driver {
                    Drivers::Postgres => {
                        let idx = arg_counter;
                        arg_counter += 1;

                        if temporal::is_temporal_type(sql_type) {
                            format!("${}{}", idx, temporal::get_postgres_type_cast(sql_type))
                        } else {
                            match sql_type {
                                "UUID" => format!("${}::UUID", idx),
                                "JSONB" | "jsonb" => format!("${}::JSONB", idx),
                                _ => format!("${}", idx),
                            }
                        }
                    }
                    _ => "?".to_string(),
                };

                set_clauses.push(format!("\"{}\" = {}", col_name_clean, placeholder));
                bindings.push((value, sql_type));
            }

            // If no fields to update, return 0
            if set_clauses.is_empty() {
                return Ok(0);
            }

            query.push_str(&set_clauses.join(", "));

            // Build WHERE clause
            query.push_str(" WHERE 1=1");

            let mut args = AnyArguments::default();

            // Bind SET values
            for (val_str, sql_type) in bindings {
                if args.bind_value(&val_str, sql_type, &self.driver).is_err() {
                    let _ = args.add(val_str);
                }
            }

            // Apply WHERE clauses (appending to args and query)
            for clause in &self.where_clauses {
                clause(&mut query, &mut args, &self.driver, &mut arg_counter);
            }

            // Print SQL query to logs if debug mode is active
            if self.debug_mode {
                log::debug!("SQL: {}", query);
            }

            // Execute the UPDATE query
            let result = self.tx.execute(&query, args).await?;

            Ok(result.rows_affected())
        })
    }

    /// Executes a DELETE query based on the current filters.
    ///
    /// If the model has a `#[orm(soft_delete)]` column, this method performs
    /// an UPDATE setting the soft delete column to the current timestamp instead
    /// of physically deleting the record.
    ///
    /// For permanent deletion, use `hard_delete()`.
    ///
    /// # Returns
    ///
    /// * `Ok(u64)` - The number of rows deleted (or soft-deleted)
    /// * `Err(sqlx::Error)` - Database error
    pub async fn delete(self) -> Result<u64, sqlx::Error> {
        // Check for soft delete column
        let soft_delete_col = self.columns_info.iter().find(|c| c.soft_delete).map(|c| c.name);

        if let Some(col) = soft_delete_col {
            // Soft Delete: Update the column to current timestamp
            let table_name = self.table_name.to_snake_case();
            let mut query = format!("UPDATE \"{}\" ", table_name);
            if let Some(alias) = &self.alias {
                query.push_str(&format!("{} ", alias));
            }
            query.push_str(&format!("SET \"{}\" = ", col));

            match self.driver {
                Drivers::Postgres => query.push_str("NOW()"),
                Drivers::SQLite => query.push_str("strftime('%Y-%m-%dT%H:%M:%SZ', 'now')"),
                Drivers::MySQL => query.push_str("NOW()"),
            }

            query.push_str(" WHERE 1=1");

            let mut args = AnyArguments::default();
            let mut arg_counter = 1;

            // Apply filters
            for clause in &self.where_clauses {
                clause(&mut query, &mut args, &self.driver, &mut arg_counter);
            }

            // Print SQL query to logs if debug mode is active
            if self.debug_mode {
                log::debug!("SQL: {}", query);
            }

            let result = self.tx.execute(&query, args).await?;
            Ok(result.rows_affected())
        } else {
            // Standard Delete (no soft delete column)
            let mut query = String::from("DELETE FROM \"");
            query.push_str(&self.table_name.to_snake_case());
            query.push_str("\" WHERE 1=1");

            let mut args = AnyArguments::default();
            let mut arg_counter = 1;

            for clause in &self.where_clauses {
                clause(&mut query, &mut args, &self.driver, &mut arg_counter);
            }

            // Print SQL query to logs if debug mode is active
            if self.debug_mode {
                log::debug!("SQL: {}", query);
            }

            let result = self.tx.execute(&query, args).await?;
            Ok(result.rows_affected())
        }
    }

    /// Permanently removes records from the database.
    ///
    /// This method performs a physical DELETE, bypassing any soft delete logic.
    /// Use this when you need to permanently remove records.
    ///
    /// # Returns
    ///
    /// * `Ok(u64)` - The number of rows deleted
    /// * `Err(sqlx::Error)` - Database error
    ///
    /// # Example
    ///
    /// ```rust,ignore
    /// // Permanently delete soft-deleted records older than 30 days
    /// db.model::<User>()
    ///     .with_deleted()
    ///     .filter("deleted_at", "<", thirty_days_ago)
    ///     .hard_delete()
    ///     .await?;
    /// ```
    pub async fn hard_delete(self) -> Result<u64, sqlx::Error> {
        let mut query = String::from("DELETE FROM \"");
        query.push_str(&self.table_name.to_snake_case());
        query.push_str("\" WHERE 1=1");

        let mut args = AnyArguments::default();
        let mut arg_counter = 1;

        for clause in &self.where_clauses {
            clause(&mut query, &mut args, &self.driver, &mut arg_counter);
        }

        // Print SQL query to logs if debug mode is active
        if self.debug_mode {
            log::debug!("SQL: {}", query);
        }

        let result = self.tx.execute(&query, args).await?;
        Ok(result.rows_affected())
    }
}